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Enables multiple AI agents to share a locally controlled long-term knowledge base of Markdown notes, allowing them to retrieve, add, update, and remove preferences, decisions, and experiences. It supports cross-agent recall and version-aware changes while keeping the notes readable and editable outside the agent.